Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Third-party administrator, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50465	TPA	Melissa M Moreno	2000-09-17	—	—	7186 Lake View Rd, Chandler, AZ, 85207	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55108	TPA	Gabirel Hunter	1960-02-28	—	—	7884 Pine Dr, San Diego, CA, 92168	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-60192	TPA	Christine Cunningham	1980-12-13	—	3464128711	9251 Ridge Rd, Dallas, TX, 75296	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-54937	TPA	Lawrence Ray	1985-09-17	—	—	8789 Sunset Blvd, Miami, FL, 33159	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-54326	TPA	Ben Castillo	1995-12-09	—	8696111398	5381 Jefferson Ave # 581, Austin, TX, 78709	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58186	TPA	Sophia Snider	1943-04-09	—	6444799872	9603 Jefferson Ave, Fresno, CA, 93747	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60885	TPA	Joyce Sanchez	1966-10-24	UHC-16910-09	5079071539	2620 Market St, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-52015	TPA	Judy Long	2001-05-20	—	—	4143 Apache Blvd, Gilbert, AZ, 85272	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51427	TPA	Judith Gilbert	1955-10-23	—	7376544676	7478 Market St, Austin, TX, 78715	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54764	TPA	Laura Ortiz	2008-12-16	—	—	6655 Grand Ave # 574, Nashville, TN, 37219	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63917	TPA	Lauren Ryan	1942-09-26	—	3286179340	514 Lake View Rd, Glendale, AZ, 85314	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-55127	TPA	Andrea Espinoza	1995-10-20	—	—	4990 Church St, Eden Prairie, MN, 55312	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59181	TPA	Beth Schultz	1967-12-24	—	—	9384 Pine Dr, Fresno, CA, 93758	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-61189	TPA	Betty Watkins	1994-07-17	—	—	6891 Palm Dr, Tempe, AZ, 85286	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59683	TPA	Judy A Edwards	1992-08-01	—	—	501 Palm Dr, Gilbert, AZ, 85223	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60730	TPA	Henry Ruiz	1992-02-13	UHC-11129-89	9188487342	86 Bayshore Dr, San Antonio, TX, 78296	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55117	TPA	Samuel Williamson	1960-08-28	—	—	1245 Sage Ct, Orlando, FL, 32837	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-54729	TPA	Kathryn Little	1995-03-05	—	—	7695 Park Pl, Miami, FL, 33129	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-61331	TPA	Jesse Ramos	2008-04-13	—	—	7233 Park Pl, Fresno, CA, 93758	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-55576	TPA	Janet Carpenter	1987-05-09	—	—	9345 Sunset Blvd, Atlanta, GA, 30390	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-56130	TPA	Kathryn Sims	1967-11-06	—	—	9716 River Rd, Minneapolis, MN, 55478	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55329	TPA	Kayla Bradley	1953-02-12	—	—	3936 Jefferson Ave, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-55328	TPA	Kayla Bradley	1953-02-12	—	—	3936 Jefferson Ave, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-54801	TPA	Sofia Li	2003-01-08	—	—	303 Palm Dr, Sacramento, CA, 95850	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-57658	TPA	Elizabeth Gibson	1955-05-15	—	3338331944	833 Sage Ct, Tampa, FL, 33661	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50248	TPA	Linda Payne	—	—	—	3257 Desert Sky Blvd, San Antonio, TX, 78272	0.66	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-63352	TPA	Hannah Arnld	1989-06-16	—	3699562370	4860 Desert Sky Blvd, Charlotte, NC	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55140	TPA	Mason Murphy	1956-11-11	—	—	3805 Pine Dr, Eden Prairie, MN, 55300	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-51739	TPA	Judy Gomez	1977-08-18	UHC-18172-29	—	8411 Canyon Rd, Orlando, FL, 32840	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55696	TPA	Cheryl Gonzales	1958-02-01	—	—	7206 Market St, Mesa, AZ, 85274	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-54387	TPA	Lori Aguilar	1983-07-12	—	—	1976 Spring St, Charlotte, NC, 28204	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50146	TPA	Diana H Fields	1967-06-06	—	—	8127 Spring St, Miami, FL, 33179	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
TPA-63087	TPA	Helen Diaz	2000-05-28	—	—	5905 Camelback Rd, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-54532	TPA	Ralph Jimenez	1998-04-11	—	5707458691	9714 Church St, Sacramento, CA, 95875	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51020	TPA	Patrick Carter	1986-11-22	—	—	9383 Washington St, San Diego, CA, 92101	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63719	TPA	Wang Sophia	1950-01-28	—	—	6636 Spring St, Jacksonville, FL, 32277	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61824	TPA	Pamela Shaw	1999-12-17	—	2495146270	6583 Indian School Rd, Tampa, FL, 33690	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-60250	TPA	Adam Wood	1941-01-05	UHC-86873-43	—	8490 Highland Ave, Charlotte, NC, 28251	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-53419	TPA	Brian Wang	—	—	—	2019 Valley View Dr, Eden Prairie, MN, 55356	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57608	TPA	Barbara Garza	—	—	—	3720 Mesa Dr, Dallas, TX, 75268	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63327	TPA	Brian Evnas	1955-01-05	—	3974220095	7147 Cedar Ln, Nashville, TN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-64109	TPA	Jeffrey Q Richardson	1974-03-06	—	—	3760 Highland Ave, Eden Prairie, MN, 55343	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63906	TPA	James Le	1952-02-20	—	—	6689 Main St, Tucson, AZ, 85758	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-58243	TPA	Maria Gonzales	1946-04-21	UHC-62081-02	4833381608	6725 Bayshore Dr, Glendale, AZ, 85330	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+1 more
TPA-59521	TPA	Emma Barnes	1960-10-15	—	—	3633 Desert Sky Blvd, Tucson, AZ, 85724	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52604	TPA	Emily Singh	1991-07-23	UHC-65155-15	—	4040 Jefferson Ave, Columbus, OH, 43230	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-54614	TPA	Melissa P Patterson	1964-03-08	—	—	64 Elm St, Sacramento, CA, 95845	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-64054	TPA	Donna Mason	2002-04-14	—	—	1781 Forest Ave Apt 23, San Antonio, TX, 78245	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-63961	TPA	Bradley Carpenter	1948-08-08	—	—	9271 Mountain View Dr, Fresno, CA, 93739	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-54822	TPA	Arjun C Schmidt	1992-12-03	—	—	1003 Indian School Rd, Mesa, AZ, 85221	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more

7,767 rows, page 73 of 156Previous Next